Dataset info
| Number of variables | 81 |
|---|---|
| Number of observations | 1460 |
| Missing cells | 6965 (5.9%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 924.0 KiB |
| Average record size in memory | 648.1 B |
Variables types
| Numeric | 32 |
|---|---|
| Categorical | 48 |
| Boolean | 1 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 0 |
| Unsupported | 0 |
Warnings
2ndFlrSF has 829 (56.8%) zeros | Zeros |
3SsnPorch has 1436 (98.4%) zeros | Zeros |
Alley has 1369 (93.8%) missing values | Missing |
BsmtCond has 37 (2.5%) missing values | Missing |
BsmtExposure has 38 (2.6%) missing values | Missing |
BsmtFinSF1 has 467 (32.0%) zeros | Zeros |
BsmtFinSF2 has 1293 (88.6%) zeros | Zeros |
BsmtFinType1 has 37 (2.5%) missing values | Missing |
BsmtFinType2 has 38 (2.6%) missing values | Missing |
BsmtQual has 37 (2.5%) missing values | Missing |
BsmtUnfSF has 118 (8.1%) zeros | Zeros |
EnclosedPorch has 1252 (85.8%) zeros | Zeros |
Fence has 1179 (80.8%) missing values | Missing |
FireplaceQu has 690 (47.3%) missing values | Missing |
GarageArea has 81 (5.5%) zeros | Zeros |
GarageCars has 81 (5.5%) zeros | Zeros |
GarageCond has 81 (5.5%) missing values | Missing |
GarageFinish has 81 (5.5%) missing values | Missing |
GarageQual has 81 (5.5%) missing values | Missing |
GarageType has 81 (5.5%) missing values | Missing |
GarageYrBlt has 81 (5.5%) missing values | Missing |
LotFrontage has 259 (17.7%) missing values | Missing |
LowQualFinSF has 1434 (98.2%) zeros | Zeros |
MasVnrArea has 861 (59.0%) zeros | Zeros |
MiscFeature has 1406 (96.3%) missing values | Missing |
MiscVal is highly skewed (γ1 = 24.47679419) | Skewed |
MiscVal has 1408 (96.4%) zeros | Zeros |
OpenPorchSF has 656 (44.9%) zeros | Zeros |
PoolArea has 1453 (99.5%) zeros | Zeros |
PoolQC has 1453 (99.5%) missing values | Missing |
ScreenPorch has 1344 (92.1%) zeros | Zeros |
TotalBsmtSF has 37 (2.5%) zeros | Zeros |
WoodDeckSF has 761 (52.1%) zeros | Zeros |
1stFlrSF
Numeric
| Distinct count | 753 |
|---|---|
| Unique (%) | 51.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1162.626712 |
|---|---|
| Minimum | 334 |
| Maximum | 4692 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.95 |
| Q1 | 882 |
| Median | 1087 |
| Q3 | 1391.25 |
| 95-th percentile | 1831.25 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range | 509.25 |
Descriptive statistics
| Standard deviation | 386.587738 |
|---|---|
| Coef of variation | 0.3325123481 |
| Kurtosis | 5.745841482 |
| Mean | 1162.626712 |
| MAD | 300.5763089 |
| Skewness | 1.376756622 |
| Sum | 1697435 |
| Variance | 149450.0792 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 334. 481.5 659. 762. 847.5 ... 1393. 1738. 2132.5 2578.5 4692. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 864 | 25 | 1.7% | |
| 1040 | 16 | 1.1% | |
| 912 | 14 | 1.0% | |
| 848 | 12 | 0.8% | |
| 894 | 12 | 0.8% | |
| 672 | 11 | 0.8% | |
| 816 | 9 | 0.6% | |
| 630 | 9 | 0.6% | |
| 936 | 7 | 0.5% | |
| 960 | 7 | 0.5% | |
| Other values (743) | 1338 | 91.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 334 | 1 | 0.1% | |
| 372 | 1 | 0.1% | |
| 438 | 1 | 0.1% | |
| 480 | 1 | 0.1% | |
| 483 | 7 | 0.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4692 | 1 | 0.1% | |
| 3228 | 1 | 0.1% | |
| 3138 | 1 | 0.1% | |
| 2898 | 1 | 0.1% | |
| 2633 | 1 | 0.1% |
2ndFlrSF
Numeric
| Distinct count | 417 |
|---|---|
| Unique (%) | 28.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 346.9924658 |
|---|---|
| Minimum | 0 |
| Maximum | 2065 |
| Zeros (%) | 56.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 728 |
| 95-th percentile | 1141.05 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range | 728 |
Descriptive statistics
| Standard deviation | 436.5284359 |
|---|---|
| Coef of variation | 1.258034335 |
| Kurtosis | -0.5534635576 |
| Mean | 346.9924658 |
| MAD | 396.4775493 |
| Skewness | 0.8130298163 |
| Sum | 506609 |
| Variance | 190557.0753 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 55. 200. 431. 545.5 ... 728.5 916.5 1366. 1564.5 2065. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 829 | 56.8% | |
| 728 | 10 | 0.7% | |
| 504 | 9 | 0.6% | |
| 672 | 8 | 0.5% | |
| 546 | 8 | 0.5% | |
| 720 | 7 | 0.5% | |
| 600 | 7 | 0.5% | |
| 896 | 6 | 0.4% | |
| 780 | 5 | 0.3% | |
| 862 | 5 | 0.3% | |
| Other values (407) | 566 | 38.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 829 | 56.8% | |
| 110 | 1 | 0.1% | |
| 167 | 1 | 0.1% | |
| 192 | 1 | 0.1% | |
| 208 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2065 | 1 | 0.1% | |
| 1872 | 1 | 0.1% | |
| 1818 | 1 | 0.1% | |
| 1796 | 1 | 0.1% | |
| 1611 | 1 | 0.1% |
3SsnPorch
Numeric
| Distinct count | 20 |
|---|---|
| Unique (%) | 1.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.409589041 |
|---|---|
| Minimum | 0 |
| Maximum | 508 |
| Zeros (%) | 98.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 508 |
| Range | 508 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 29.31733056 |
|---|---|
| Coef of variation | 8.598493896 |
| Kurtosis | 123.6623794 |
| Mean | 3.409589041 |
| MAD | 6.707082004 |
| Skewness | 10.30434203 |
| Sum | 4978 |
| Variance | 859.505871 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=20)
Histogram with variable size bins (bins=[ 0. 11.5 135. 189. 508. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1436 | 98.4% | |
| 168 | 3 | 0.2% | |
| 216 | 2 | 0.1% | |
| 144 | 2 | 0.1% | |
| 180 | 2 | 0.1% | |
| 245 | 1 | 0.1% | |
| 238 | 1 | 0.1% | |
| 290 | 1 | 0.1% | |
| 196 | 1 | 0.1% | |
| 182 | 1 | 0.1% | |
| Other values (10) | 10 | 0.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1436 | 98.4% | |
| 23 | 1 | 0.1% | |
| 96 | 1 | 0.1% | |
| 130 | 1 | 0.1% | |
| 140 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 508 | 1 | 0.1% | |
| 407 | 1 | 0.1% | |
| 320 | 1 | 0.1% | |
| 304 | 1 | 0.1% | |
| 290 | 1 | 0.1% |
Alley
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 93.8% |
| Missing (n) | 1369 |
| Grvl | 50 |
|---|---|
| Pave | 41 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Grvl | 50 | 3.4% | |
| Pave | 41 | 2.8% | |
| (Missing) | 1369 | 93.8% |
| Max length | 4 |
|---|---|
| Mean length | 3.062328767 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BedroomAbvGr
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.866438356 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 0.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.8157780441 |
|---|---|
| Coef of variation | 0.2845964025 |
| Kurtosis | 2.230874582 |
| Mean | 2.866438356 |
| MAD | 0.576308876 |
| Skewness | 0.2117900963 |
| Sum | 4185 |
| Variance | 0.6654938173 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=8)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 5.5 8. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 3 | 804 | 55.1% | |
| 2 | 358 | 24.5% | |
| 4 | 213 | 14.6% | |
| 1 | 50 | 3.4% | |
| 5 | 21 | 1.4% | |
| 6 | 7 | 0.5% | |
| 0 | 6 | 0.4% | |
| 8 | 1 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6 | 0.4% | |
| 1 | 50 | 3.4% | |
| 2 | 358 | 24.5% | |
| 3 | 804 | 55.1% | |
| 4 | 213 | 14.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 1 | 0.1% | |
| 6 | 7 | 0.5% | |
| 5 | 21 | 1.4% | |
| 4 | 213 | 14.6% | |
| 3 | 804 | 55.1% |
BldgType
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1Fam | |
|---|---|
| TwnhsE | 114 |
| Duplex | 52 |
| Other values (2) | 74 |
| Value | Count | Frequency (%) | |
| 1Fam | 1220 | 83.6% | |
| TwnhsE | 114 | 7.8% | |
| Duplex | 52 | 3.6% | |
| Twnhs | 43 | 2.9% | |
| 2fmCon | 31 | 2.1% |
| Max length | 6 |
|---|---|
| Mean length | 4.299315068 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
BsmtCond
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 2.5% |
| Missing (n) | 37 |
| TA | |
|---|---|
| Gd | 65 |
| Fa | 45 |
| (Missing) | 37 |
| Value | Count | Frequency (%) | |
| TA | 1311 | 89.8% | |
| Gd | 65 | 4.5% | |
| Fa | 45 | 3.1% | |
| Po | 2 | 0.1% | |
| (Missing) | 37 | 2.5% |
| Max length | 3 |
|---|---|
| Mean length | 2.025342466 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtExposure
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 2.6% |
| Missing (n) | 38 |
| No | |
|---|---|
| Av | |
| Gd | 134 |
| Value | Count | Frequency (%) | |
| No | 953 | 65.3% | |
| Av | 221 | 15.1% | |
| Gd | 134 | 9.2% | |
| Mn | 114 | 7.8% | |
| (Missing) | 38 | 2.6% |
| Max length | 3 |
|---|---|
| Mean length | 2.026027397 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtFinSF1
Numeric
| Distinct count | 637 |
|---|---|
| Unique (%) | 43.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 443.639726 |
|---|---|
| Minimum | 0 |
| Maximum | 5644 |
| Zeros (%) | 32.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 383.5 |
| Q3 | 712.25 |
| 95-th percentile | 1274 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range | 712.25 |
Descriptive statistics
| Standard deviation | 456.0980908 |
|---|---|
| Coef of variation | 1.028082167 |
| Kurtosis | 11.11823629 |
| Mean | 443.639726 |
| MAD | 367.3696735 |
| Skewness | 1.685503072 |
| Sum | 647714 |
| Variance | 208025.4685 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.000e+00 1.000e+00 2.200e+01 2.450e+01 1.795e+02 7.895e+02 1.087e+03 1.475e+03 2.224e+03 5.644e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 467 | 32.0% | |
| 24 | 12 | 0.8% | |
| 16 | 9 | 0.6% | |
| 20 | 5 | 0.3% | |
| 686 | 5 | 0.3% | |
| 616 | 5 | 0.3% | |
| 936 | 5 | 0.3% | |
| 662 | 5 | 0.3% | |
| 428 | 4 | 0.3% | |
| 655 | 4 | 0.3% | |
| Other values (627) | 939 | 64.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 467 | 32.0% | |
| 2 | 1 | 0.1% | |
| 16 | 9 | 0.6% | |
| 20 | 5 | 0.3% | |
| 24 | 12 | 0.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5644 | 1 | 0.1% | |
| 2260 | 1 | 0.1% | |
| 2188 | 1 | 0.1% | |
| 2096 | 1 | 0.1% | |
| 1904 | 1 | 0.1% |
BsmtFinSF2
Numeric
| Distinct count | 144 |
|---|---|
| Unique (%) | 9.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 46.54931507 |
|---|---|
| Minimum | 0 |
| Maximum | 1474 |
| Zeros (%) | 88.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 396.2 |
| Maximum | 1474 |
| Range | 1474 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 161.3192728 |
|---|---|
| Coef of variation | 3.465556315 |
| Kurtosis | 20.11333755 |
| Mean | 46.54931507 |
| MAD | 82.53501407 |
| Skewness | 4.255261109 |
| Sum | 67962 |
| Variance | 26023.90778 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 14. 178.5 183. 718. 1123.5 1474. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1293 | 88.6% | |
| 180 | 5 | 0.3% | |
| 374 | 3 | 0.2% | |
| 551 | 2 | 0.1% | |
| 93 | 2 | 0.1% | |
| 468 | 2 | 0.1% | |
| 147 | 2 | 0.1% | |
| 480 | 2 | 0.1% | |
| 539 | 2 | 0.1% | |
| 712 | 2 | 0.1% | |
| Other values (134) | 145 | 9.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1293 | 88.6% | |
| 28 | 1 | 0.1% | |
| 32 | 1 | 0.1% | |
| 35 | 1 | 0.1% | |
| 40 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1474 | 1 | 0.1% | |
| 1127 | 1 | 0.1% | |
| 1120 | 1 | 0.1% | |
| 1085 | 1 | 0.1% | |
| 1080 | 1 | 0.1% |
BsmtFinType1
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 2.5% |
| Missing (n) | 37 |
| Unf | |
|---|---|
| GLQ | |
| ALQ | |
| Other values (3) |
| Value | Count | Frequency (%) | |
| Unf | 430 | 29.5% | |
| GLQ | 418 | 28.6% | |
| ALQ | 220 | 15.1% | |
| BLQ | 148 | 10.1% | |
| Rec | 133 | 9.1% | |
| LwQ | 74 | 5.1% | |
| (Missing) | 37 | 2.5% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtFinType2
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 2.6% |
| Missing (n) | 38 |
| Unf | |
|---|---|
| Rec | 54 |
| LwQ | 46 |
| Other values (3) | 66 |
| (Missing) | 38 |
| Value | Count | Frequency (%) | |
| Unf | 1256 | 86.0% | |
| Rec | 54 | 3.7% | |
| LwQ | 46 | 3.2% | |
| BLQ | 33 | 2.3% | |
| ALQ | 19 | 1.3% | |
| GLQ | 14 | 1.0% | |
| (Missing) | 38 | 2.6% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtFullBath
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| 2 | 15 |
| Value | Count | Frequency (%) | |
| 0 | 856 | 58.6% | |
| 1 | 588 | 40.3% | |
| 2 | 15 | 1.0% | |
| 3 | 1 | 0.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
BsmtHalfBath
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 80 |
| 2 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 1378 | 94.4% | |
| 1 | 80 | 5.5% | |
| 2 | 2 | 0.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
BsmtQual
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 2.5% |
| Missing (n) | 37 |
| TA | |
|---|---|
| Gd | |
| Ex | 121 |
| (Missing) | 37 |
| Value | Count | Frequency (%) | |
| TA | 649 | 44.5% | |
| Gd | 618 | 42.3% | |
| Ex | 121 | 8.3% | |
| Fa | 35 | 2.4% | |
| (Missing) | 37 | 2.5% |
| Max length | 3 |
|---|---|
| Mean length | 2.025342466 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtUnfSF
Numeric
| Distinct count | 780 |
|---|---|
| Unique (%) | 53.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 567.240411 |
|---|---|
| Minimum | 0 |
| Maximum | 2336 |
| Zeros (%) | 8.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 223 |
| Median | 477.5 |
| Q3 | 808 |
| 95-th percentile | 1468 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range | 585 |
Descriptive statistics
| Standard deviation | 441.8669553 |
|---|---|
| Coef of variation | 0.7789765094 |
| Kurtosis | 0.4749939878 |
| Mean | 567.240411 |
| MAD | 353.2816157 |
| Skewness | 0.9202684528 |
| Sum | 828171 |
| Variance | 195246.4062 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 7. 74.5 441.5 817. 977.5 1500. 1818. 2336. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 118 | 8.1% | |
| 728 | 9 | 0.6% | |
| 384 | 8 | 0.5% | |
| 572 | 7 | 0.5% | |
| 600 | 7 | 0.5% | |
| 300 | 7 | 0.5% | |
| 440 | 6 | 0.4% | |
| 625 | 6 | 0.4% | |
| 280 | 6 | 0.4% | |
| 672 | 6 | 0.4% | |
| Other values (770) | 1280 | 87.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 118 | 8.1% | |
| 14 | 1 | 0.1% | |
| 15 | 1 | 0.1% | |
| 23 | 2 | 0.1% | |
| 26 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2336 | 1 | 0.1% | |
| 2153 | 1 | 0.1% | |
| 2121 | 1 | 0.1% | |
| 2046 | 1 | 0.1% | |
| 2042 | 1 | 0.1% |
CentralAir
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Y | |
|---|---|
| N | 95 |
| Value | Count | Frequency (%) | |
| Y | 1365 | 93.5% | |
| N | 95 | 6.5% |
Condition1
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Norm | |
|---|---|
| Feedr | 81 |
| Artery | 48 |
| Other values (6) | 71 |
| Value | Count | Frequency (%) | |
| Norm | 1260 | 86.3% | |
| Feedr | 81 | 5.5% | |
| Artery | 48 | 3.3% | |
| RRAn | 26 | 1.8% | |
| PosN | 19 | 1.3% | |
| RRAe | 11 | 0.8% | |
| PosA | 8 | 0.5% | |
| RRNn | 5 | 0.3% | |
| RRNe | 2 | 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 4.121232877 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Condition2
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Norm | |
|---|---|
| Feedr | 6 |
| RRNn | 2 |
| Other values (5) | 7 |
| Value | Count | Frequency (%) | |
| Norm | 1445 | 99.0% | |
| Feedr | 6 | 0.4% | |
| RRNn | 2 | 0.1% | |
| Artery | 2 | 0.1% | |
| PosN | 2 | 0.1% | |
| RRAe | 1 | 0.1% | |
| PosA | 1 | 0.1% | |
| RRAn | 1 | 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 4.006849315 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Electrical
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| SBrkr | |
|---|---|
| FuseA | 94 |
| FuseF | 27 |
| Other values (2) | 4 |
| Value | Count | Frequency (%) | |
| SBrkr | 1334 | 91.4% | |
| FuseA | 94 | 6.4% | |
| FuseF | 27 | 1.8% | |
| FuseP | 3 | 0.2% | |
| Mix | 1 | 0.1% | |
| (Missing) | 1 | 0.1% |
| Max length | 5 |
|---|---|
| Mean length | 4.997260274 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
EnclosedPorch
Numeric
| Distinct count | 120 |
|---|---|
| Unique (%) | 8.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 21.95410959 |
|---|---|
| Minimum | 0 |
| Maximum | 552 |
| Zeros (%) | 85.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 180.15 |
| Maximum | 552 |
| Range | 552 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 61.1191486 |
|---|---|
| Coef of variation | 2.783950237 |
| Kurtosis | 10.43076594 |
| Mean | 21.95410959 |
| MAD | 37.65952524 |
| Skewness | 3.089871904 |
| Sum | 32053 |
| Variance | 3735.550326 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 9.5 110. 113. 253. 297.5 552. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1252 | 85.8% | |
| 112 | 15 | 1.0% | |
| 96 | 6 | 0.4% | |
| 120 | 5 | 0.3% | |
| 144 | 5 | 0.3% | |
| 192 | 5 | 0.3% | |
| 216 | 5 | 0.3% | |
| 252 | 4 | 0.3% | |
| 116 | 4 | 0.3% | |
| 156 | 4 | 0.3% | |
| Other values (110) | 155 | 10.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1252 | 85.8% | |
| 19 | 1 | 0.1% | |
| 20 | 1 | 0.1% | |
| 24 | 1 | 0.1% | |
| 30 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 552 | 1 | 0.1% | |
| 386 | 1 | 0.1% | |
| 330 | 1 | 0.1% | |
| 318 | 1 | 0.1% | |
| 301 | 1 | 0.1% |
ExterCond
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| TA | |
|---|---|
| Gd | 146 |
| Fa | 28 |
| Other values (2) | 4 |
| Value | Count | Frequency (%) | |
| TA | 1282 | 87.8% | |
| Gd | 146 | 10.0% | |
| Fa | 28 | 1.9% | |
| Ex | 3 | 0.2% | |
| Po | 1 | 0.1% |
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Exterior1st
Categorical
| Distinct count | 15 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| VinylSd | |
|---|---|
| HdBoard | |
| MetalSd | |
| Other values (12) |
| Value | Count | Frequency (%) | |
| VinylSd | 515 | 35.3% | |
| HdBoard | 222 | 15.2% | |
| MetalSd | 220 | 15.1% | |
| Wd Sdng | 206 | 14.1% | |
| Plywood | 108 | 7.4% | |
| CemntBd | 61 | 4.2% | |
| BrkFace | 50 | 3.4% | |
| WdShing | 26 | 1.8% | |
| Stucco | 25 | 1.7% | |
| AsbShng | 20 | 1.4% | |
| Other values (5) | 7 | 0.5% |
| Max length | 7 |
|---|---|
| Mean length | 6.979452055 |
| Min length | 5 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
Exterior2nd
Categorical
| Distinct count | 16 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Other values (13) |
| Value | Count | Frequency (%) | |
| VinylSd | 504 | 34.5% | |
| MetalSd | 214 | 14.7% | |
| HdBoard | 207 | 14.2% | |
| Wd Sdng | 197 | 13.5% | |
| Plywood | 142 | 9.7% | |
| CmentBd | 60 | 4.1% | |
| Wd Shng | 38 | 2.6% | |
| Stucco | 26 | 1.8% | |
| BrkFace | 25 | 1.7% | |
| AsbShng | 20 | 1.4% | |
| Other values (6) | 27 | 1.8% |
| Max length | 7 |
|---|---|
| Mean length | 6.973287671 |
| Min length | 5 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
ExterQual
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| TA | |
|---|---|
| Gd | |
| Ex | 52 |
| Value | Count | Frequency (%) | |
| TA | 906 | 62.1% | |
| Gd | 488 | 33.4% | |
| Ex | 52 | 3.6% | |
| Fa | 14 | 1.0% |
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Fence
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 80.8% |
| Missing (n) | 1179 |
| MnPrv | 157 |
|---|---|
| GdPrv | 59 |
| GdWo | 54 |
| (Missing) |
| Value | Count | Frequency (%) | |
| MnPrv | 157 | 10.8% | |
| GdPrv | 59 | 4.0% | |
| GdWo | 54 | 3.7% | |
| MnWw | 11 | 0.8% | |
| (Missing) | 1179 | 80.8% |
| Max length | 5 |
|---|---|
| Mean length | 3.340410959 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
FireplaceQu
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 47.3% |
| Missing (n) | 690 |
| Gd | |
|---|---|
| TA | |
| Fa | 33 |
| Other values (2) | 44 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Gd | 380 | 26.0% | |
| TA | 313 | 21.4% | |
| Fa | 33 | 2.3% | |
| Ex | 24 | 1.6% | |
| Po | 20 | 1.4% | |
| (Missing) | 690 | 47.3% |
| Max length | 3 |
|---|---|
| Mean length | 2.47260274 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Fireplaces
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| 2 | 115 |
| Value | Count | Frequency (%) | |
| 0 | 690 | 47.3% | |
| 1 | 650 | 44.5% | |
| 2 | 115 | 7.9% | |
| 3 | 5 | 0.3% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
Foundation
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Other values (3) | 33 |
| Value | Count | Frequency (%) | |
| PConc | 647 | 44.3% | |
| CBlock | 634 | 43.4% | |
| BrkTil | 146 | 10.0% | |
| Slab | 24 | 1.6% | |
| Stone | 6 | 0.4% | |
| Wood | 3 | 0.2% |
| Max length | 6 |
|---|---|
| Mean length | 5.515753425 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
FullBath
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 2 | |
|---|---|
| 1 | |
| 3 | 33 |
| Value | Count | Frequency (%) | |
| 2 | 768 | 52.6% | |
| 1 | 650 | 44.5% | |
| 3 | 33 | 2.3% | |
| 0 | 9 | 0.6% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
Functional
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Typ | |
|---|---|
| Min2 | 34 |
| Min1 | 31 |
| Other values (4) | 35 |
| Value | Count | Frequency (%) | |
| Typ | 1360 | 93.2% | |
| Min2 | 34 | 2.3% | |
| Min1 | 31 | 2.1% | |
| Mod | 15 | 1.0% | |
| Maj1 | 14 | 1.0% | |
| Maj2 | 5 | 0.3% | |
| Sev | 1 | 0.1% |
| Max length | 4 |
|---|---|
| Mean length | 3.057534247 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
GarageArea
Numeric
| Distinct count | 441 |
|---|---|
| Unique (%) | 30.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 472.980137 |
|---|---|
| Minimum | 0 |
| Maximum | 1418 |
| Zeros (%) | 5.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 334.5 |
| Median | 480 |
| Q3 | 576 |
| 95-th percentile | 850.1 |
| Maximum | 1418 |
| Range | 1418 |
| Interquartile range | 241.5 |
Descriptive statistics
| Standard deviation | 213.8048415 |
|---|---|
| Coef of variation | 0.452037675 |
| Kurtosis | 0.9170672023 |
| Mean | 472.980137 |
| MAD | 160.0190646 |
| Skewness | 0.1799809067 |
| Sum | 690551 |
| Variance | 45712.51023 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 80. 172. 237. 242. ... 671.5 672.5 910. 1061. 1418. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 81 | 5.5% | |
| 440 | 49 | 3.4% | |
| 576 | 47 | 3.2% | |
| 240 | 38 | 2.6% | |
| 484 | 34 | 2.3% | |
| 528 | 33 | 2.3% | |
| 288 | 27 | 1.8% | |
| 400 | 25 | 1.7% | |
| 480 | 24 | 1.6% | |
| 264 | 24 | 1.6% | |
| Other values (431) | 1078 | 73.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 81 | 5.5% | |
| 160 | 2 | 0.1% | |
| 164 | 1 | 0.1% | |
| 180 | 9 | 0.6% | |
| 186 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1418 | 1 | 0.1% | |
| 1390 | 1 | 0.1% | |
| 1356 | 1 | 0.1% | |
| 1248 | 1 | 0.1% | |
| 1220 | 1 | 0.1% |
GarageCars
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.767123288 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 5.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.7473150101 |
|---|---|
| Coef of variation | 0.4228991918 |
| Kurtosis | 0.220997764 |
| Mean | 1.767123288 |
| MAD | 0.5838431225 |
| Skewness | -0.3425489297 |
| Sum | 2580 |
| Variance | 0.5584797243 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 2 | 824 | 56.4% | |
| 1 | 369 | 25.3% | |
| 3 | 181 | 12.4% | |
| 0 | 81 | 5.5% | |
| 4 | 5 | 0.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 81 | 5.5% | |
| 1 | 369 | 25.3% | |
| 2 | 824 | 56.4% | |
| 3 | 181 | 12.4% | |
| 4 | 5 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 5 | 0.3% | |
| 3 | 181 | 12.4% | |
| 2 | 824 | 56.4% | |
| 1 | 369 | 25.3% | |
| 0 | 81 | 5.5% |
GarageCond
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 5.5% |
| Missing (n) | 81 |
| TA | |
|---|---|
| Fa | 35 |
| Gd | 9 |
| Other values (2) | 9 |
| (Missing) | 81 |
| Value | Count | Frequency (%) | |
| TA | 1326 | 90.8% | |
| Fa | 35 | 2.4% | |
| Gd | 9 | 0.6% | |
| Po | 7 | 0.5% | |
| Ex | 2 | 0.1% | |
| (Missing) | 81 | 5.5% |
| Max length | 3 |
|---|---|
| Mean length | 2.055479452 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
GarageFinish
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 5.5% |
| Missing (n) | 81 |
| Unf | |
|---|---|
| RFn | |
| Fin | |
| (Missing) | 81 |
| Value | Count | Frequency (%) | |
| Unf | 605 | 41.4% | |
| RFn | 422 | 28.9% | |
| Fin | 352 | 24.1% | |
| (Missing) | 81 | 5.5% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
GarageQual
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 5.5% |
| Missing (n) | 81 |
| TA | |
|---|---|
| Fa | 48 |
| Gd | 14 |
| Other values (2) | 6 |
| (Missing) | 81 |
| Value | Count | Frequency (%) | |
| TA | 1311 | 89.8% | |
| Fa | 48 | 3.3% | |
| Gd | 14 | 1.0% | |
| Po | 3 | 0.2% | |
| Ex | 3 | 0.2% | |
| (Missing) | 81 | 5.5% |
| Max length | 3 |
|---|---|
| Mean length | 2.055479452 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
GarageType
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 5.5% |
| Missing (n) | 81 |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | 88 |
| Other values (3) | 34 |
| (Missing) | 81 |
| Value | Count | Frequency (%) | |
| Attchd | 870 | 59.6% | |
| Detchd | 387 | 26.5% | |
| BuiltIn | 88 | 6.0% | |
| Basment | 19 | 1.3% | |
| CarPort | 9 | 0.6% | |
| 2Types | 6 | 0.4% | |
| (Missing) | 81 | 5.5% |
| Max length | 7 |
|---|---|
| Mean length | 5.913013699 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
GarageYrBlt
Numeric
| Distinct count | 98 |
|---|---|
| Unique (%) | 6.7% |
| Missing (%) | 5.5% |
| Missing (n) | 81 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1978.506164 |
|---|---|
| Minimum | 1900 |
| Maximum | 2010 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1930 |
| Q1 | 1961 |
| Median | 1980 |
| Q3 | 2002 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 110 |
| Interquartile range | 41 |
Descriptive statistics
| Standard deviation | 24.68972477 |
|---|---|
| Coef of variation | 0.01247897288 |
| Kurtosis | -0.418340998 |
| Mean | 1978.506164 |
| MAD | 20.91317762 |
| Skewness | -0.6494146239 |
| Sum | 2728360 |
| Variance | 609.5825091 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2005 | 65 | 4.5% | |
| 2006 | 59 | 4.0% | |
| 2004 | 53 | 3.6% | |
| 2003 | 50 | 3.4% | |
| 2007 | 49 | 3.4% | |
| 1977 | 35 | 2.4% | |
| 1998 | 31 | 2.1% | |
| 1999 | 30 | 2.1% | |
| 1976 | 29 | 2.0% | |
| 2008 | 29 | 2.0% | |
| Other values (87) | 949 | 65.0% | |
| (Missing) | 81 | 5.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1900 | 1 | 0.1% | |
| 1906 | 1 | 0.1% | |
| 1908 | 1 | 0.1% | |
| 1910 | 3 | 0.2% | |
| 1914 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2010 | 3 | 0.2% | |
| 2009 | 21 | 1.4% | |
| 2008 | 29 | 2.0% | |
| 2007 | 49 | 3.4% | |
| 2006 | 59 | 4.0% |
GrLivArea
Numeric
| Distinct count | 861 |
|---|---|
| Unique (%) | 59.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1515.463699 |
|---|---|
| Minimum | 334 |
| Maximum | 5642 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129.5 |
| Median | 1464 |
| Q3 | 1776.75 |
| 95-th percentile | 2466.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range | 647.25 |
Descriptive statistics
| Standard deviation | 525.4803834 |
|---|---|
| Coef of variation | 0.3467456092 |
| Kurtosis | 4.895120581 |
| Mean | 1515.463699 |
| MAD | 397.3249381 |
| Skewness | 1.366560356 |
| Sum | 2212577 |
| Variance | 276129.6334 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 334. 610.5 765.5 862.5 865. ... 2137. 2650. 2885. 3617.5 5642. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 864 | 22 | 1.5% | |
| 1040 | 14 | 1.0% | |
| 894 | 11 | 0.8% | |
| 848 | 10 | 0.7% | |
| 1456 | 10 | 0.7% | |
| 912 | 9 | 0.6% | |
| 1200 | 9 | 0.6% | |
| 816 | 8 | 0.5% | |
| 1092 | 8 | 0.5% | |
| 1344 | 7 | 0.5% | |
| Other values (851) | 1352 | 92.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 334 | 1 | 0.1% | |
| 438 | 1 | 0.1% | |
| 480 | 1 | 0.1% | |
| 520 | 1 | 0.1% | |
| 605 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5642 | 1 | 0.1% | |
| 4676 | 1 | 0.1% | |
| 4476 | 1 | 0.1% | |
| 4316 | 1 | 0.1% | |
| 3627 | 1 | 0.1% |
HalfBath
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| 2 | 12 |
| Value | Count | Frequency (%) | |
| 0 | 913 | 62.5% | |
| 1 | 535 | 36.6% | |
| 2 | 12 | 0.8% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
Heating
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| GasA | |
|---|---|
| GasW | 18 |
| Grav | 7 |
| Other values (3) | 7 |
| Value | Count | Frequency (%) | |
| GasA | 1428 | 97.8% | |
| GasW | 18 | 1.2% | |
| Grav | 7 | 0.5% | |
| Wall | 4 | 0.3% | |
| OthW | 2 | 0.1% | |
| Floor | 1 | 0.1% |
| Max length | 5 |
|---|---|
| Mean length | 4.000684932 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
HeatingQC
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Other values (2) | 50 |
| Value | Count | Frequency (%) | |
| Ex | 741 | 50.8% | |
| TA | 428 | 29.3% | |
| Gd | 241 | 16.5% | |
| Fa | 49 | 3.4% | |
| Po | 1 | 0.1% |
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
HouseStyle
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| Other values (5) | 135 |
| Value | Count | Frequency (%) | |
| 1Story | 726 | 49.7% | |
| 2Story | 445 | 30.5% | |
| 1.5Fin | 154 | 10.5% | |
| SLvl | 65 | 4.5% | |
| SFoyer | 37 | 2.5% | |
| 1.5Unf | 14 | 1.0% | |
| 2.5Unf | 11 | 0.8% | |
| 2.5Fin | 8 | 0.5% |
| Max length | 6 |
|---|---|
| Mean length | 5.910958904 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Id
Numeric
| Distinct count | 1460 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 730.5 |
|---|---|
| Minimum | 1 |
| Maximum | 1460 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 73.95 |
| Q1 | 365.75 |
| Median | 730.5 |
| Q3 | 1095.25 |
| 95-th percentile | 1387.05 |
| Maximum | 1460 |
| Range | 1459 |
| Interquartile range | 729.5 |
Descriptive statistics
| Standard deviation | 421.6100094 |
|---|---|
| Coef of variation | 0.577152648 |
| Kurtosis | -1.2 |
| Mean | 730.5 |
| MAD | 365 |
| Skewness | 0 |
| Sum | 1066530 |
| Variance | 177755 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1.00e+00 1.46e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1460 | 1 | 0.1% | |
| 479 | 1 | 0.1% | |
| 481 | 1 | 0.1% | |
| 482 | 1 | 0.1% | |
| 483 | 1 | 0.1% | |
| 484 | 1 | 0.1% | |
| 485 | 1 | 0.1% | |
| 486 | 1 | 0.1% | |
| 487 | 1 | 0.1% | |
| 488 | 1 | 0.1% | |
| Other values (1450) | 1450 | 99.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1460 | 1 | 0.1% | |
| 1459 | 1 | 0.1% | |
| 1458 | 1 | 0.1% | |
| 1457 | 1 | 0.1% | |
| 1456 | 1 | 0.1% |
KitchenAbvGr
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 | 65 |
| 3 | 2 |
| Value | Count | Frequency (%) | |
| 1 | 1392 | 95.3% | |
| 2 | 65 | 4.5% | |
| 3 | 2 | 0.1% | |
| 0 | 1 | 0.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
KitchenQual
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| TA | |
|---|---|
| Gd | |
| Ex | 100 |
| Value | Count | Frequency (%) | |
| TA | 735 | 50.3% | |
| Gd | 586 | 40.1% | |
| Ex | 100 | 6.8% | |
| Fa | 39 | 2.7% |
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
LandContour
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Lvl | |
|---|---|
| Bnk | 63 |
| HLS | 50 |
| Value | Count | Frequency (%) | |
| Lvl | 1311 | 89.8% | |
| Bnk | 63 | 4.3% | |
| HLS | 50 | 3.4% | |
| Low | 36 | 2.5% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
LandSlope
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Gtl | |
|---|---|
| Mod | 65 |
| Sev | 13 |
| Value | Count | Frequency (%) | |
| Gtl | 1382 | 94.7% | |
| Mod | 65 | 4.5% | |
| Sev | 13 | 0.9% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
LotArea
Numeric
| Distinct count | 1073 |
|---|---|
| Unique (%) | 73.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 10516.82808 |
|---|---|
| Minimum | 1300 |
| Maximum | 215245 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3311.7 |
| Q1 | 7553.5 |
| Median | 9478.5 |
| Q3 | 11601.5 |
| 95-th percentile | 17401.15 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range | 4048 |
Descriptive statistics
| Standard deviation | 9981.264932 |
|---|---|
| Coef of variation | 0.949075601 |
| Kurtosis | 203.243271 |
| Mean | 10516.82808 |
| MAD | 3758.813815 |
| Skewness | 12.20768785 |
| Sum | 15354569 |
| Variance | 99625649.65 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 1300. 3181. 3189. 5962.5 6020. ... 14875.5 18015. 26160. 55352. 215245. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 7200 | 25 | 1.7% | |
| 9600 | 24 | 1.6% | |
| 6000 | 17 | 1.2% | |
| 10800 | 14 | 1.0% | |
| 9000 | 14 | 1.0% | |
| 8400 | 14 | 1.0% | |
| 1680 | 10 | 0.7% | |
| 7500 | 9 | 0.6% | |
| 8125 | 8 | 0.5% | |
| 9100 | 8 | 0.5% | |
| Other values (1063) | 1317 | 90.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1300 | 1 | 0.1% | |
| 1477 | 1 | 0.1% | |
| 1491 | 1 | 0.1% | |
| 1526 | 1 | 0.1% | |
| 1533 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 215245 | 1 | 0.1% | |
| 164660 | 1 | 0.1% | |
| 159000 | 1 | 0.1% | |
| 115149 | 1 | 0.1% | |
| 70761 | 1 | 0.1% |
LotConfig
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 94 |
| Other values (2) | 51 |
| Value | Count | Frequency (%) | |
| Inside | 1052 | 72.1% | |
| Corner | 263 | 18.0% | |
| CulDSac | 94 | 6.4% | |
| FR2 | 47 | 3.2% | |
| FR3 | 4 | 0.3% |
| Max length | 7 |
|---|---|
| Mean length | 5.959589041 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
LotFrontage
Numeric
| Distinct count | 111 |
|---|---|
| Unique (%) | 7.6% |
| Missing (%) | 17.7% |
| Missing (n) | 259 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 70.04995837 |
|---|---|
| Minimum | 21 |
| Maximum | 313 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 59 |
| Median | 69 |
| Q3 | 80 |
| 95-th percentile | 107 |
| Maximum | 313 |
| Range | 292 |
| Interquartile range | 21 |
Descriptive statistics
| Standard deviation | 24.28475177 |
|---|---|
| Coef of variation | 0.3466776047 |
| Kurtosis | 17.45286726 |
| Mean | 70.04995837 |
| MAD | 16.76190186 |
| Skewness | 2.163569142 |
| Sum | 84130 |
| Variance | 589.7491687 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 60 | 143 | 9.8% | |
| 70 | 70 | 4.8% | |
| 80 | 69 | 4.7% | |
| 50 | 57 | 3.9% | |
| 75 | 53 | 3.6% | |
| 65 | 44 | 3.0% | |
| 85 | 40 | 2.7% | |
| 78 | 25 | 1.7% | |
| 21 | 23 | 1.6% | |
| 90 | 23 | 1.6% | |
| Other values (100) | 654 | 44.8% | |
| (Missing) | 259 | 17.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 21 | 23 | 1.6% | |
| 24 | 19 | 1.3% | |
| 30 | 6 | 0.4% | |
| 32 | 5 | 0.3% | |
| 33 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 313 | 2 | 0.1% | |
| 182 | 1 | 0.1% | |
| 174 | 2 | 0.1% | |
| 168 | 1 | 0.1% | |
| 160 | 1 | 0.1% |
LotShape
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 41 |
| Value | Count | Frequency (%) | |
| Reg | 925 | 63.4% | |
| IR1 | 484 | 33.2% | |
| IR2 | 41 | 2.8% | |
| IR3 | 10 | 0.7% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
LowQualFinSF
Numeric
| Distinct count | 24 |
|---|---|
| Unique (%) | 1.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.844520548 |
|---|---|
| Minimum | 0 |
| Maximum | 572 |
| Zeros (%) | 98.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 572 |
| Range | 572 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 48.62308143 |
|---|---|
| Coef of variation | 8.319430317 |
| Kurtosis | 83.23481667 |
| Mean | 5.844520548 |
| MAD | 11.48088009 |
| Skewness | 9.011341288 |
| Sum | 8533 |
| Variance | 2364.204048 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=24)
Histogram with variable size bins (bins=[ 0. 26.5 572. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1434 | 98.2% | |
| 80 | 3 | 0.2% | |
| 360 | 2 | 0.1% | |
| 528 | 1 | 0.1% | |
| 53 | 1 | 0.1% | |
| 120 | 1 | 0.1% | |
| 144 | 1 | 0.1% | |
| 156 | 1 | 0.1% | |
| 205 | 1 | 0.1% | |
| 232 | 1 | 0.1% | |
| Other values (14) | 14 | 1.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1434 | 98.2% | |
| 53 | 1 | 0.1% | |
| 80 | 3 | 0.2% | |
| 120 | 1 | 0.1% | |
| 144 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 572 | 1 | 0.1% | |
| 528 | 1 | 0.1% | |
| 515 | 1 | 0.1% | |
| 514 | 1 | 0.1% | |
| 513 | 1 | 0.1% |
MasVnrArea
Numeric
| Distinct count | 328 |
|---|---|
| Unique (%) | 22.5% |
| Missing (%) | 0.5% |
| Missing (n) | 8 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 103.6852617 |
|---|---|
| Minimum | 0 |
| Maximum | 1600 |
| Zeros (%) | 59.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 166 |
| 95-th percentile | 456 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range | 166 |
Descriptive statistics
| Standard deviation | 181.0662066 |
|---|---|
| Coef of variation | 1.746306115 |
| Kurtosis | 10.08241732 |
| Mean | 103.6852617 |
| MAD | 129.7818351 |
| Skewness | 2.66908421 |
| Sum | 150551 |
| Variance | 32784.97117 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 861 | 59.0% | |
| 72 | 8 | 0.5% | |
| 180 | 8 | 0.5% | |
| 108 | 8 | 0.5% | |
| 120 | 7 | 0.5% | |
| 16 | 7 | 0.5% | |
| 106 | 6 | 0.4% | |
| 80 | 6 | 0.4% | |
| 340 | 6 | 0.4% | |
| 200 | 6 | 0.4% | |
| Other values (317) | 529 | 36.2% | |
| (Missing) | 8 | 0.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 861 | 59.0% | |
| 1 | 2 | 0.1% | |
| 11 | 1 | 0.1% | |
| 14 | 1 | 0.1% | |
| 16 | 7 | 0.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1600 | 1 | 0.1% | |
| 1378 | 1 | 0.1% | |
| 1170 | 1 | 0.1% | |
| 1129 | 1 | 0.1% | |
| 1115 | 1 | 0.1% |
MasVnrType
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.5% |
| Missing (n) | 8 |
| None | |
|---|---|
| BrkFace | |
| Stone | 128 |
| Value | Count | Frequency (%) | |
| None | 864 | 59.2% | |
| BrkFace | 445 | 30.5% | |
| Stone | 128 | 8.8% | |
| BrkCmn | 15 | 1.0% | |
| (Missing) | 8 | 0.5% |
| Max length | 7 |
|---|---|
| Mean length | 5.017123288 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
MiscFeature
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 96.3% |
| Missing (n) | 1406 |
| Shed | 49 |
|---|---|
| Othr | 2 |
| Gar2 | 2 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Shed | 49 | 3.4% | |
| Othr | 2 | 0.1% | |
| Gar2 | 2 | 0.1% | |
| TenC | 1 | 0.1% | |
| (Missing) | 1406 | 96.3% |
| Max length | 4 |
|---|---|
| Mean length | 3.036986301 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
MiscVal
Numeric
| Distinct count | 21 |
|---|---|
| Unique (%) | 1.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 43.4890411 |
|---|---|
| Minimum | 0 |
| Maximum | 15500 |
| Zeros (%) | 96.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 15500 |
| Range | 15500 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 496.1230245 |
|---|---|
| Coef of variation | 11.408001 |
| Kurtosis | 701.0033423 |
| Mean | 43.4890411 |
| MAD | 83.88023269 |
| Skewness | 24.47679419 |
| Sum | 63494 |
| Variance | 246138.0554 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=21)
Histogram with variable size bins (bins=[ 0. 27. 375. 530. 750. 2250. 15500.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1408 | 96.4% | |
| 400 | 11 | 0.8% | |
| 500 | 8 | 0.5% | |
| 700 | 5 | 0.3% | |
| 450 | 4 | 0.3% | |
| 2000 | 4 | 0.3% | |
| 600 | 4 | 0.3% | |
| 1200 | 2 | 0.1% | |
| 480 | 2 | 0.1% | |
| 1150 | 1 | 0.1% | |
| Other values (11) | 11 | 0.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1408 | 96.4% | |
| 54 | 1 | 0.1% | |
| 350 | 1 | 0.1% | |
| 400 | 11 | 0.8% | |
| 450 | 4 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 15500 | 1 | 0.1% | |
| 8300 | 1 | 0.1% | |
| 3500 | 1 | 0.1% | |
| 2500 | 1 | 0.1% | |
| 2000 | 4 | 0.3% |
MoSold
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.321917808 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| Median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 2.703626208 |
|---|---|
| Coef of variation | 0.4276591836 |
| Kurtosis | -0.4041093415 |
| Mean | 6.321917808 |
| MAD | 2.142522049 |
| Skewness | 0.2120529851 |
| Sum | 9230 |
| Variance | 7.309594675 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=12)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 4.5 7.5 8.5 11.5 12. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 6 | 253 | 17.3% | |
| 7 | 234 | 16.0% | |
| 5 | 204 | 14.0% | |
| 4 | 141 | 9.7% | |
| 8 | 122 | 8.4% | |
| 3 | 106 | 7.3% | |
| 10 | 89 | 6.1% | |
| 11 | 79 | 5.4% | |
| 9 | 63 | 4.3% | |
| 12 | 59 | 4.0% | |
| Other values (2) | 110 | 7.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 58 | 4.0% | |
| 2 | 52 | 3.6% | |
| 3 | 106 | 7.3% | |
| 4 | 141 | 9.7% | |
| 5 | 204 | 14.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12 | 59 | 4.0% | |
| 11 | 79 | 5.4% | |
| 10 | 89 | 6.1% | |
| 9 | 63 | 4.3% | |
| 8 | 122 | 8.4% |
MSSubClass
Numeric
| Distinct count | 15 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 56.89726027 |
|---|---|
| Minimum | 20 |
| Maximum | 190 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| Median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range | 50 |
Descriptive statistics
| Standard deviation | 42.30057099 |
|---|---|
| Coef of variation | 0.7434553226 |
| Kurtosis | 1.580187965 |
| Mean | 56.89726027 |
| MAD | 31.28274536 |
| Skewness | 1.407656747 |
| Sum | 83070 |
| Variance | 1789.338306 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=15)
Histogram with variable size bins (bins=[ 20. 25. 35. 42.5 47.5 ... 77.5 82.5 170. 185. 190. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 20 | 536 | 36.7% | |
| 60 | 299 | 20.5% | |
| 50 | 144 | 9.9% | |
| 120 | 87 | 6.0% | |
| 30 | 69 | 4.7% | |
| 160 | 63 | 4.3% | |
| 70 | 60 | 4.1% | |
| 80 | 58 | 4.0% | |
| 90 | 52 | 3.6% | |
| 190 | 30 | 2.1% | |
| Other values (5) | 62 | 4.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 20 | 536 | 36.7% | |
| 30 | 69 | 4.7% | |
| 40 | 4 | 0.3% | |
| 45 | 12 | 0.8% | |
| 50 | 144 | 9.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 190 | 30 | 2.1% | |
| 180 | 10 | 0.7% | |
| 160 | 63 | 4.3% | |
| 120 | 87 | 6.0% | |
| 90 | 52 | 3.6% |
MSZoning
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| RL | |
|---|---|
| RM | 218 |
| FV | 65 |
| Other values (2) | 26 |
| Value | Count | Frequency (%) | |
| RL | 1151 | 78.8% | |
| RM | 218 | 14.9% | |
| FV | 65 | 4.5% | |
| RH | 16 | 1.1% | |
| C (all) | 10 | 0.7% |
| Max length | 7 |
|---|---|
| Mean length | 2.034246575 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
Neighborhood
Categorical
| Distinct count | 25 |
|---|---|
| Unique (%) | 1.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| NAmes | |
|---|---|
| CollgCr | 150 |
| OldTown | 113 |
| Other values (22) |
| Value | Count | Frequency (%) | |
| NAmes | 225 | 15.4% | |
| CollgCr | 150 | 10.3% | |
| OldTown | 113 | 7.7% | |
| Edwards | 100 | 6.8% | |
| Somerst | 86 | 5.9% | |
| Gilbert | 79 | 5.4% | |
| NridgHt | 77 | 5.3% | |
| Sawyer | 74 | 5.1% | |
| NWAmes | 73 | 5.0% | |
| SawyerW | 59 | 4.0% | |
| Other values (15) | 424 | 29.0% |
| Max length | 7 |
|---|---|
| Mean length | 6.494520548 |
| Min length | 5 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
OpenPorchSF
Numeric
| Distinct count | 202 |
|---|---|
| Unique (%) | 13.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 46.66027397 |
|---|---|
| Minimum | 0 |
| Maximum | 547 |
| Zeros (%) | 44.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 25 |
| Q3 | 68 |
| 95-th percentile | 175.05 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range | 68 |
Descriptive statistics
| Standard deviation | 66.25602768 |
|---|---|
| Coef of variation | 1.419966538 |
| Kurtosis | 8.490335806 |
| Mean | 46.66027397 |
| MAD | 47.67807844 |
| Skewness | 2.36434174 |
| Sum | 68124 |
| Variance | 4389.861203 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 2. 15.5 19. 47.5 ... 76.5 122.5 171. 291.5 547. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 656 | 44.9% | |
| 36 | 29 | 2.0% | |
| 48 | 22 | 1.5% | |
| 20 | 21 | 1.4% | |
| 40 | 19 | 1.3% | |
| 45 | 19 | 1.3% | |
| 30 | 16 | 1.1% | |
| 24 | 16 | 1.1% | |
| 60 | 15 | 1.0% | |
| 39 | 14 | 1.0% | |
| Other values (192) | 633 | 43.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 656 | 44.9% | |
| 4 | 1 | 0.1% | |
| 8 | 1 | 0.1% | |
| 10 | 1 | 0.1% | |
| 11 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 547 | 1 | 0.1% | |
| 523 | 1 | 0.1% | |
| 502 | 1 | 0.1% | |
| 418 | 1 | 0.1% | |
| 406 | 1 | 0.1% |
OverallCond
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.575342466 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| Median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.112799337 |
|---|---|
| Coef of variation | 0.1995930014 |
| Kurtosis | 1.106413461 |
| Mean | 5.575342466 |
| MAD | 0.8890223306 |
| Skewness | 0.6930674725 |
| Sum | 8140 |
| Variance | 1.238322364 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=9)
Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5.5 7.5 9. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 821 | 56.2% | |
| 6 | 252 | 17.3% | |
| 7 | 205 | 14.0% | |
| 8 | 72 | 4.9% | |
| 4 | 57 | 3.9% | |
| 3 | 25 | 1.7% | |
| 9 | 22 | 1.5% | |
| 2 | 5 | 0.3% | |
| 1 | 1 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 5 | 0.3% | |
| 3 | 25 | 1.7% | |
| 4 | 57 | 3.9% | |
| 5 | 821 | 56.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 22 | 1.5% | |
| 8 | 72 | 4.9% | |
| 7 | 205 | 14.0% | |
| 6 | 252 | 17.3% | |
| 5 | 821 | 56.2% |
OverallQual
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.099315068 |
|---|---|
| Minimum | 1 |
| Maximum | 10 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| Median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.382996547 |
|---|---|
| Coef of variation | 0.2267462053 |
| Kurtosis | 0.09629277836 |
| Mean | 6.099315068 |
| MAD | 1.098048414 |
| Skewness | 0.2169439278 |
| Sum | 8905 |
| Variance | 1.912679448 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 2.5 3.5 4.5 6.5 7.5 8.5 10. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 397 | 27.2% | |
| 6 | 374 | 25.6% | |
| 7 | 319 | 21.8% | |
| 8 | 168 | 11.5% | |
| 4 | 116 | 7.9% | |
| 9 | 43 | 2.9% | |
| 3 | 20 | 1.4% | |
| 10 | 18 | 1.2% | |
| 2 | 3 | 0.2% | |
| 1 | 2 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2 | 0.1% | |
| 2 | 3 | 0.2% | |
| 3 | 20 | 1.4% | |
| 4 | 116 | 7.9% | |
| 5 | 397 | 27.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 18 | 1.2% | |
| 9 | 43 | 2.9% | |
| 8 | 168 | 11.5% | |
| 7 | 319 | 21.8% | |
| 6 | 374 | 25.6% |
PavedDrive
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Y | |
|---|---|
| N | 90 |
| P | 30 |
| Value | Count | Frequency (%) | |
| Y | 1340 | 91.8% | |
| N | 90 | 6.2% | |
| P | 30 | 2.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
PoolArea
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.75890411 |
|---|---|
| Minimum | 0 |
| Maximum | 738 |
| Zeros (%) | 99.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 738 |
| Range | 738 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 40.17730694 |
|---|---|
| Coef of variation | 14.56277759 |
| Kurtosis | 223.2684989 |
| Mean | 2.75890411 |
| MAD | 5.491352974 |
| Skewness | 14.82837364 |
| Sum | 4028 |
| Variance | 1614.215993 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=8)
Histogram with variable size bins (bins=[ 0. 240. 738.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1453 | 99.5% | |
| 738 | 1 | 0.1% | |
| 648 | 1 | 0.1% | |
| 576 | 1 | 0.1% | |
| 555 | 1 | 0.1% | |
| 519 | 1 | 0.1% | |
| 512 | 1 | 0.1% | |
| 480 | 1 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1453 | 99.5% | |
| 480 | 1 | 0.1% | |
| 512 | 1 | 0.1% | |
| 519 | 1 | 0.1% | |
| 555 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 738 | 1 | 0.1% | |
| 648 | 1 | 0.1% | |
| 576 | 1 | 0.1% | |
| 555 | 1 | 0.1% | |
| 519 | 1 | 0.1% |
PoolQC
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 99.5% |
| Missing (n) | 1453 |
| Gd | 3 |
|---|---|
| Fa | 2 |
| Ex | 2 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Gd | 3 | 0.2% | |
| Fa | 2 | 0.1% | |
| Ex | 2 | 0.1% | |
| (Missing) | 1453 | 99.5% |
| Max length | 3 |
|---|---|
| Mean length | 2.995205479 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
RoofMatl
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| CompShg | |
|---|---|
| Tar&Grv | 11 |
| WdShngl | 6 |
| Other values (5) | 9 |
| Value | Count | Frequency (%) | |
| CompShg | 1434 | 98.2% | |
| Tar&Grv | 11 | 0.8% | |
| WdShngl | 6 | 0.4% | |
| WdShake | 5 | 0.3% | |
| Metal | 1 | 0.1% | |
| Membran | 1 | 0.1% | |
| Roll | 1 | 0.1% | |
| ClyTile | 1 | 0.1% |
| Max length | 7 |
|---|---|
| Mean length | 6.996575342 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | True |
RoofStyle
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Gable | |
|---|---|
| Hip | |
| Flat | 13 |
| Other values (3) | 20 |
| Value | Count | Frequency (%) | |
| Gable | 1141 | 78.2% | |
| Hip | 286 | 19.6% | |
| Flat | 13 | 0.9% | |
| Gambrel | 11 | 0.8% | |
| Mansard | 7 | 0.5% | |
| Shed | 2 | 0.1% |
| Max length | 7 |
|---|---|
| Mean length | 4.62260274 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
SaleCondition
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Normal | |
|---|---|
| Partial | 125 |
| Abnorml | 101 |
| Other values (3) | 36 |
| Value | Count | Frequency (%) | |
| Normal | 1198 | 82.1% | |
| Partial | 125 | 8.6% | |
| Abnorml | 101 | 6.9% | |
| Family | 20 | 1.4% | |
| Alloca | 12 | 0.8% | |
| AdjLand | 4 | 0.3% |
| Max length | 7 |
|---|---|
| Mean length | 6.157534247 |
| Min length | 6 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
SalePrice
Numeric
| Distinct count | 663 |
|---|---|
| Unique (%) | 45.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 180921.1959 |
|---|---|
| Minimum | 34900 |
| Maximum | 755000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129975 |
| Median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326100 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range | 84025 |
Descriptive statistics
| Standard deviation | 79442.50288 |
|---|---|
| Coef of variation | 0.4391000319 |
| Kurtosis | 6.53628186 |
| Mean | 180921.1959 |
| MAD | 57434.77028 |
| Skewness | 1.88287576 |
| Sum | 264144946 |
| Variance | 6311111264 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 34900. 78500. 104950. 134950. 135250. ... 240500. 280500. 340500. 443130.5 755000. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 140000 | 20 | 1.4% | |
| 135000 | 17 | 1.2% | |
| 145000 | 14 | 1.0% | |
| 155000 | 14 | 1.0% | |
| 190000 | 13 | 0.9% | |
| 110000 | 13 | 0.9% | |
| 160000 | 12 | 0.8% | |
| 115000 | 12 | 0.8% | |
| 139000 | 11 | 0.8% | |
| 130000 | 11 | 0.8% | |
| Other values (653) | 1323 | 90.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 34900 | 1 | 0.1% | |
| 35311 | 1 | 0.1% | |
| 37900 | 1 | 0.1% | |
| 39300 | 1 | 0.1% | |
| 40000 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 755000 | 1 | 0.1% | |
| 745000 | 1 | 0.1% | |
| 625000 | 1 | 0.1% | |
| 611657 | 1 | 0.1% | |
| 582933 | 1 | 0.1% |
SaleType
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| WD | |
|---|---|
| New | 122 |
| COD | 43 |
| Other values (6) | 28 |
| Value | Count | Frequency (%) | |
| WD | 1267 | 86.8% | |
| New | 122 | 8.4% | |
| COD | 43 | 2.9% | |
| ConLD | 9 | 0.6% | |
| ConLI | 5 | 0.3% | |
| ConLw | 5 | 0.3% | |
| CWD | 4 | 0.3% | |
| Oth | 3 | 0.2% | |
| Con | 2 | 0.1% |
| Max length | 5 |
|---|---|
| Mean length | 2.158219178 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
ScreenPorch
Numeric
| Distinct count | 76 |
|---|---|
| Unique (%) | 5.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 15.0609589 |
|---|---|
| Minimum | 0 |
| Maximum | 480 |
| Zeros (%) | 92.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 160 |
| Maximum | 480 |
| Range | 480 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 55.75741528 |
|---|---|
| Coef of variation | 3.70211589 |
| Kurtosis | 18.43906784 |
| Mean | 15.0609589 |
| MAD | 27.72866954 |
| Skewness | 4.122213743 |
| Sum | 21989 |
| Variance | 3108.889359 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 20. 117.5 224.5 289.5 480. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1344 | 92.1% | |
| 192 | 6 | 0.4% | |
| 224 | 5 | 0.3% | |
| 120 | 5 | 0.3% | |
| 189 | 4 | 0.3% | |
| 180 | 4 | 0.3% | |
| 160 | 3 | 0.2% | |
| 168 | 3 | 0.2% | |
| 144 | 3 | 0.2% | |
| 126 | 3 | 0.2% | |
| Other values (66) | 80 | 5.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1344 | 92.1% | |
| 40 | 1 | 0.1% | |
| 53 | 1 | 0.1% | |
| 60 | 1 | 0.1% | |
| 63 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 480 | 1 | 0.1% | |
| 440 | 1 | 0.1% | |
| 410 | 1 | 0.1% | |
| 396 | 1 | 0.1% | |
| 385 | 1 | 0.1% |
Street
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Pave | |
|---|---|
| Grvl | 6 |
| Value | Count | Frequency (%) | |
| Pave | 1454 | 99.6% | |
| Grvl | 6 | 0.4% |
| Max length | 4 |
|---|---|
| Mean length | 4 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
TotalBsmtSF
Numeric
| Distinct count | 721 |
|---|---|
| Unique (%) | 49.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1057.429452 |
|---|---|
| Minimum | 0 |
| Maximum | 6110 |
| Zeros (%) | 2.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519.3 |
| Q1 | 795.75 |
| Median | 991.5 |
| Q3 | 1298.25 |
| 95-th percentile | 1753 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range | 502.5 |
Descriptive statistics
| Standard deviation | 438.7053245 |
|---|---|
| Coef of variation | 0.4148790481 |
| Kurtosis | 13.25048328 |
| Mean | 1057.429452 |
| MAD | 321.2843732 |
| Skewness | 1.524254549 |
| Sum | 1543847 |
| Variance | 192462.3617 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 52.5 366. 482.5 484. ... 1503. 1738. 2155.5 3203. 6110. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 37 | 2.5% | |
| 864 | 35 | 2.4% | |
| 672 | 17 | 1.2% | |
| 912 | 15 | 1.0% | |
| 1040 | 14 | 1.0% | |
| 816 | 13 | 0.9% | |
| 728 | 12 | 0.8% | |
| 768 | 12 | 0.8% | |
| 848 | 11 | 0.8% | |
| 780 | 11 | 0.8% | |
| Other values (711) | 1283 | 87.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 37 | 2.5% | |
| 105 | 1 | 0.1% | |
| 190 | 1 | 0.1% | |
| 264 | 3 | 0.2% | |
| 270 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6110 | 1 | 0.1% | |
| 3206 | 1 | 0.1% | |
| 3200 | 1 | 0.1% | |
| 3138 | 1 | 0.1% | |
| 3094 | 1 | 0.1% |
TotRmsAbvGrd
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.517808219 |
|---|---|
| Minimum | 2 |
| Maximum | 14 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| Median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.625393291 |
|---|---|
| Coef of variation | 0.2493772808 |
| Kurtosis | 0.8807615657 |
| Mean | 6.517808219 |
| MAD | 1.279594671 |
| Skewness | 0.6763408364 |
| Sum | 9516 |
| Variance | 2.641903349 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=12)
Histogram with variable size bins (bins=[ 2. 2.5 3.5 4.5 5.5 7.5 8.5 10.5 13. 14. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 6 | 402 | 27.5% | |
| 7 | 329 | 22.5% | |
| 5 | 275 | 18.8% | |
| 8 | 187 | 12.8% | |
| 4 | 97 | 6.6% | |
| 9 | 75 | 5.1% | |
| 10 | 47 | 3.2% | |
| 11 | 18 | 1.2% | |
| 3 | 17 | 1.2% | |
| 12 | 11 | 0.8% | |
| Other values (2) | 2 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 1 | 0.1% | |
| 3 | 17 | 1.2% | |
| 4 | 97 | 6.6% | |
| 5 | 275 | 18.8% | |
| 6 | 402 | 27.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 14 | 1 | 0.1% | |
| 12 | 11 | 0.8% | |
| 11 | 18 | 1.2% | |
| 10 | 47 | 3.2% | |
| 9 | 75 | 5.1% |
Utilities
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| AllPub | |
|---|---|
| NoSeWa | 1 |
| Value | Count | Frequency (%) | |
| AllPub | 1459 | 99.9% | |
| NoSeWa | 1 | 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 6 |
| Min length | 6 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
WoodDeckSF
Numeric
| Distinct count | 274 |
|---|---|
| Unique (%) | 18.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 94.24452055 |
|---|---|
| Minimum | 0 |
| Maximum | 857 |
| Zeros (%) | 52.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 168 |
| 95-th percentile | 335 |
| Maximum | 857 |
| Range | 857 |
| Interquartile range | 168 |
Descriptive statistics
| Standard deviation | 125.3387944 |
|---|---|
| Coef of variation | 1.329931901 |
| Kurtosis | 2.992950925 |
| Mean | 94.24452055 |
| MAD | 101.9957947 |
| Skewness | 1.541375757 |
| Sum | 137597 |
| Variance | 15709.81337 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 6. 25. 99. 101.5 ... 239.5 240.5 370.5 518. 857. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 761 | 52.1% | |
| 192 | 38 | 2.6% | |
| 100 | 36 | 2.5% | |
| 144 | 33 | 2.3% | |
| 120 | 31 | 2.1% | |
| 168 | 28 | 1.9% | |
| 140 | 15 | 1.0% | |
| 224 | 14 | 1.0% | |
| 240 | 10 | 0.7% | |
| 208 | 10 | 0.7% | |
| Other values (264) | 484 | 33.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 761 | 52.1% | |
| 12 | 2 | 0.1% | |
| 24 | 2 | 0.1% | |
| 26 | 2 | 0.1% | |
| 28 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 857 | 1 | 0.1% | |
| 736 | 1 | 0.1% | |
| 728 | 1 | 0.1% | |
| 670 | 1 | 0.1% | |
| 668 | 1 | 0.1% |
YearBuilt
Numeric
| Distinct count | 112 |
|---|---|
| Unique (%) | 7.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1971.267808 |
|---|---|
| Minimum | 1872 |
| Maximum | 2010 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| Median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range | 46 |
Descriptive statistics
| Standard deviation | 30.20290404 |
|---|---|
| Coef of variation | 0.01532156307 |
| Kurtosis | -0.4395519416 |
| Mean | 1971.267808 |
| MAD | 25.06722274 |
| Skewness | -0.6134611725 |
| Sum | 2878051 |
| Variance | 912.2154126 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1872. 1909. 1919.5 1920.5 1939.5 ... 1991.5 2002.5 2007.5 2009.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2006 | 67 | 4.6% | |
| 2005 | 64 | 4.4% | |
| 2004 | 54 | 3.7% | |
| 2007 | 49 | 3.4% | |
| 2003 | 45 | 3.1% | |
| 1976 | 33 | 2.3% | |
| 1977 | 32 | 2.2% | |
| 1920 | 30 | 2.1% | |
| 1959 | 26 | 1.8% | |
| 1999 | 25 | 1.7% | |
| Other values (102) | 1035 | 70.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1872 | 1 | 0.1% | |
| 1875 | 1 | 0.1% | |
| 1880 | 4 | 0.3% | |
| 1882 | 1 | 0.1% | |
| 1885 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2010 | 1 | 0.1% | |
| 2009 | 18 | 1.2% | |
| 2008 | 23 | 1.6% | |
| 2007 | 49 | 3.4% | |
| 2006 | 67 | 4.6% |
YearRemodAdd
Numeric
| Distinct count | 61 |
|---|---|
| Unique (%) | 4.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1984.865753 |
|---|---|
| Minimum | 1950 |
| Maximum | 2010 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1967 |
| Median | 1994 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range | 37 |
Descriptive statistics
| Standard deviation | 20.64540681 |
|---|---|
| Coef of variation | 0.01040141217 |
| Kurtosis | -1.272245192 |
| Mean | 1984.865753 |
| MAD | 18.62315256 |
| Skewness | -0.5035620027 |
| Sum | 2897904 |
| Variance | 426.2328223 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1950. 1950.5 1952.5 1975.5 1978.5 ... 1994.5 2001.5 2004.5 2007.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1950 | 178 | 12.2% | |
| 2006 | 97 | 6.6% | |
| 2007 | 76 | 5.2% | |
| 2005 | 73 | 5.0% | |
| 2004 | 62 | 4.2% | |
| 2000 | 55 | 3.8% | |
| 2003 | 51 | 3.5% | |
| 2002 | 48 | 3.3% | |
| 2008 | 40 | 2.7% | |
| 1996 | 36 | 2.5% | |
| Other values (51) | 744 | 51.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1950 | 178 | 12.2% | |
| 1951 | 4 | 0.3% | |
| 1952 | 5 | 0.3% | |
| 1953 | 10 | 0.7% | |
| 1954 | 14 | 1.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2010 | 6 | 0.4% | |
| 2009 | 23 | 1.6% | |
| 2008 | 40 | 2.7% | |
| 2007 | 76 | 5.2% | |
| 2006 | 97 | 6.6% |
YrSold
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2007.815753 |
|---|---|
| Minimum | 2006 |
| Maximum | 2010 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2006 |
|---|---|
| 5-th percentile | 2006 |
| Q1 | 2007 |
| Median | 2008 |
| Q3 | 2009 |
| 95-th percentile | 2010 |
| Maximum | 2010 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.328095121 |
|---|---|
| Coef of variation | 0.0006614626458 |
| Kurtosis | -1.190600571 |
| Mean | 2007.815753 |
| MAD | 1.148670482 |
| Skewness | 0.09626851387 |
| Sum | 2931411 |
| Variance | 1.763836649 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[2006. 2006.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2009 | 338 | 23.2% | |
| 2007 | 329 | 22.5% | |
| 2006 | 314 | 21.5% | |
| 2008 | 304 | 20.8% | |
| 2010 | 175 | 12.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2006 | 314 | 21.5% | |
| 2007 | 329 | 22.5% | |
| 2008 | 304 | 20.8% | |
| 2009 | 338 | 23.2% | |
| 2010 | 175 | 12.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2010 | 175 | 12.0% | |
| 2009 | 338 | 23.2% | |
| 2008 | 304 | 20.8% | |
| 2007 | 329 | 22.5% | |
| 2006 | 314 | 21.5% |
First rows
| 1stFlrSF | 2ndFlrSF | 3SsnPorch | Alley | BedroomAbvGr | BldgType | BsmtCond | BsmtExposure | BsmtFinSF1 | BsmtFinSF2 | BsmtFinType1 | BsmtFinType2 | BsmtFullBath | BsmtHalfBath | BsmtQual | BsmtUnfSF | CentralAir | Condition1 | Condition2 | Electrical | EnclosedPorch | ExterCond | Exterior1st | Exterior2nd | ExterQual | Fence | FireplaceQu | Fireplaces | Foundation | FullBath | Functional | GarageArea | GarageCars | GarageCond | GarageFinish | GarageQual | GarageType | GarageYrBlt | GrLivArea | HalfBath | Heating | HeatingQC | HouseStyle | Id | KitchenAbvGr | KitchenQual | LandContour | LandSlope | LotArea | LotConfig | LotFrontage | LotShape | LowQualFinSF | MasVnrArea | MasVnrType | MiscFeature | MiscVal | MoSold | MSSubClass | MSZoning | Neighborhood | OpenPorchSF | OverallCond | OverallQual | PavedDrive | PoolArea | PoolQC | RoofMatl | RoofStyle | SaleCondition | SalePrice | SaleType | ScreenPorch | Street | TotalBsmtSF | TotRmsAbvGrd | Utilities | WoodDeckSF | YearBuilt | YearRemodAdd | YrSold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 856 | 854 | 0 | NaN | 3 | 1Fam | TA | No | 706 | 0 | GLQ | Unf | 1 | 0 | Gd | 150 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | Gd | NaN | NaN | 0 | PConc | 2 | Typ | 548 | 2 | TA | RFn | TA | Attchd | 2003.0 | 1710 | 1 | GasA | Ex | 2Story | 1 | 1 | Gd | Lvl | Gtl | 8450 | Inside | 65.0 | Reg | 0 | 196.0 | BrkFace | NaN | 0 | 2 | 60 | RL | CollgCr | 61 | 5 | 7 | Y | 0 | NaN | CompShg | Gable | Normal | 208500 | WD | 0 | Pave | 856 | 8 | AllPub | 0 | 2003 | 2003 | 2008 |
| 1 | 1262 | 0 | 0 | NaN | 3 | 1Fam | TA | Gd | 978 | 0 | ALQ | Unf | 0 | 1 | Gd | 284 | Y | Feedr | Norm | SBrkr | 0 | TA | MetalSd | MetalSd | TA | NaN | TA | 1 | CBlock | 2 | Typ | 460 | 2 | TA | RFn | TA | Attchd | 1976.0 | 1262 | 0 | GasA | Ex | 1Story | 2 | 1 | TA | Lvl | Gtl | 9600 | FR2 | 80.0 | Reg | 0 | 0.0 | None | NaN | 0 | 5 | 20 | RL | Veenker | 0 | 8 | 6 | Y | 0 | NaN | CompShg | Gable | Normal | 181500 | WD | 0 | Pave | 1262 | 6 | AllPub | 298 | 1976 | 1976 | 2007 |
| 2 | 920 | 866 | 0 | NaN | 3 | 1Fam | TA | Mn | 486 | 0 | GLQ | Unf | 1 | 0 | Gd | 434 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | Gd | NaN | TA | 1 | PConc | 2 | Typ | 608 | 2 | TA | RFn | TA | Attchd | 2001.0 | 1786 | 1 | GasA | Ex | 2Story | 3 | 1 | Gd | Lvl | Gtl | 11250 | Inside | 68.0 | IR1 | 0 | 162.0 | BrkFace | NaN | 0 | 9 | 60 | RL | CollgCr | 42 | 5 | 7 | Y | 0 | NaN | CompShg | Gable | Normal | 223500 | WD | 0 | Pave | 920 | 6 | AllPub | 0 | 2001 | 2002 | 2008 |
| 3 | 961 | 756 | 0 | NaN | 3 | 1Fam | Gd | No | 216 | 0 | ALQ | Unf | 1 | 0 | TA | 540 | Y | Norm | Norm | SBrkr | 272 | TA | Wd Sdng | Wd Shng | TA | NaN | Gd | 1 | BrkTil | 1 | Typ | 642 | 3 | TA | Unf | TA | Detchd | 1998.0 | 1717 | 0 | GasA | Gd | 2Story | 4 | 1 | Gd | Lvl | Gtl | 9550 | Corner | 60.0 | IR1 | 0 | 0.0 | None | NaN | 0 | 2 | 70 | RL | Crawfor | 35 | 5 | 7 | Y | 0 | NaN | CompShg | Gable | Abnorml | 140000 | WD | 0 | Pave | 756 | 7 | AllPub | 0 | 1915 | 1970 | 2006 |
| 4 | 1145 | 1053 | 0 | NaN | 4 | 1Fam | TA | Av | 655 | 0 | GLQ | Unf | 1 | 0 | Gd | 490 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | Gd | NaN | TA | 1 | PConc | 2 | Typ | 836 | 3 | TA | RFn | TA | Attchd | 2000.0 | 2198 | 1 | GasA | Ex | 2Story | 5 | 1 | Gd | Lvl | Gtl | 14260 | FR2 | 84.0 | IR1 | 0 | 350.0 | BrkFace | NaN | 0 | 12 | 60 | RL | NoRidge | 84 | 5 | 8 | Y | 0 | NaN | CompShg | Gable | Normal | 250000 | WD | 0 | Pave | 1145 | 9 | AllPub | 192 | 2000 | 2000 | 2008 |
| 5 | 796 | 566 | 320 | NaN | 1 | 1Fam | TA | No | 732 | 0 | GLQ | Unf | 1 | 0 | Gd | 64 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | MnPrv | NaN | 0 | Wood | 1 | Typ | 480 | 2 | TA | Unf | TA | Attchd | 1993.0 | 1362 | 1 | GasA | Ex | 1.5Fin | 6 | 1 | TA | Lvl | Gtl | 14115 | Inside | 85.0 | IR1 | 0 | 0.0 | None | Shed | 700 | 10 | 50 | RL | Mitchel | 30 | 5 | 5 | Y | 0 | NaN | CompShg | Gable | Normal | 143000 | WD | 0 | Pave | 796 | 5 | AllPub | 40 | 1993 | 1995 | 2009 |
| 6 | 1694 | 0 | 0 | NaN | 3 | 1Fam | TA | Av | 1369 | 0 | GLQ | Unf | 1 | 0 | Ex | 317 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | Gd | NaN | Gd | 1 | PConc | 2 | Typ | 636 | 2 | TA | RFn | TA | Attchd | 2004.0 | 1694 | 0 | GasA | Ex | 1Story | 7 | 1 | Gd | Lvl | Gtl | 10084 | Inside | 75.0 | Reg | 0 | 186.0 | Stone | NaN | 0 | 8 | 20 | RL | Somerst | 57 | 5 | 8 | Y | 0 | NaN | CompShg | Gable | Normal | 307000 | WD | 0 | Pave | 1686 | 7 | AllPub | 255 | 2004 | 2005 | 2007 |
| 7 | 1107 | 983 | 0 | NaN | 3 | 1Fam | TA | Mn | 859 | 32 | ALQ | BLQ | 1 | 0 | Gd | 216 | Y | PosN | Norm | SBrkr | 228 | TA | HdBoard | HdBoard | TA | NaN | TA | 2 | CBlock | 2 | Typ | 484 | 2 | TA | RFn | TA | Attchd | 1973.0 | 2090 | 1 | GasA | Ex | 2Story | 8 | 1 | TA | Lvl | Gtl | 10382 | Corner | NaN | IR1 | 0 | 240.0 | Stone | Shed | 350 | 11 | 60 | RL | NWAmes | 204 | 6 | 7 | Y | 0 | NaN | CompShg | Gable | Normal | 200000 | WD | 0 | Pave | 1107 | 7 | AllPub | 235 | 1973 | 1973 | 2009 |
| 8 | 1022 | 752 | 0 | NaN | 2 | 1Fam | TA | No | 0 | 0 | Unf | Unf | 0 | 0 | TA | 952 | Y | Artery | Norm | FuseF | 205 | TA | BrkFace | Wd Shng | TA | NaN | TA | 2 | BrkTil | 2 | Min1 | 468 | 2 | TA | Unf | Fa | Detchd | 1931.0 | 1774 | 0 | GasA | Gd | 1.5Fin | 9 | 2 | TA | Lvl | Gtl | 6120 | Inside | 51.0 | Reg | 0 | 0.0 | None | NaN | 0 | 4 | 50 | RM | OldTown | 0 | 5 | 7 | Y | 0 | NaN | CompShg | Gable | Abnorml | 129900 | WD | 0 | Pave | 952 | 8 | AllPub | 90 | 1931 | 1950 | 2008 |
| 9 | 1077 | 0 | 0 | NaN | 2 | 2fmCon | TA | No | 851 | 0 | GLQ | Unf | 1 | 0 | TA | 140 | Y | Artery | Artery | SBrkr | 0 | TA | MetalSd | MetalSd | TA | NaN | TA | 2 | BrkTil | 1 | Typ | 205 | 1 | TA | RFn | Gd | Attchd | 1939.0 | 1077 | 0 | GasA | Ex | 1.5Unf | 10 | 2 | TA | Lvl | Gtl | 7420 | Corner | 50.0 | Reg | 0 | 0.0 | None | NaN | 0 | 1 | 190 | RL | BrkSide | 4 | 6 | 5 | Y | 0 | NaN | CompShg | Gable | Normal | 118000 | WD | 0 | Pave | 991 | 5 | AllPub | 0 | 1939 | 1950 | 2008 |
Last rows
| 1stFlrSF | 2ndFlrSF | 3SsnPorch | Alley | BedroomAbvGr | BldgType | BsmtCond | BsmtExposure | BsmtFinSF1 | BsmtFinSF2 | BsmtFinType1 | BsmtFinType2 | BsmtFullBath | BsmtHalfBath | BsmtQual | BsmtUnfSF | CentralAir | Condition1 | Condition2 | Electrical | EnclosedPorch | ExterCond | Exterior1st | Exterior2nd | ExterQual | Fence | FireplaceQu | Fireplaces | Foundation | FullBath | Functional | GarageArea | GarageCars | GarageCond | GarageFinish | GarageQual | GarageType | GarageYrBlt | GrLivArea | HalfBath | Heating | HeatingQC | HouseStyle | Id | KitchenAbvGr | KitchenQual | LandContour | LandSlope | LotArea | LotConfig | LotFrontage | LotShape | LowQualFinSF | MasVnrArea | MasVnrType | MiscFeature | MiscVal | MoSold | MSSubClass | MSZoning | Neighborhood | OpenPorchSF | OverallCond | OverallQual | PavedDrive | PoolArea | PoolQC | RoofMatl | RoofStyle | SaleCondition | SalePrice | SaleType | ScreenPorch | Street | TotalBsmtSF | TotRmsAbvGrd | Utilities | WoodDeckSF | YearBuilt | YearRemodAdd | YrSold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | 896 | 896 | 0 | NaN | 4 | Duplex | TA | No | 0 | 0 | Unf | Unf | 0 | 0 | Gd | 896 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | NaN | NaN | 0 | CBlock | 2 | Typ | 0 | 0 | NaN | NaN | NaN | NaN | NaN | 1792 | 2 | GasA | TA | 2Story | 1451 | 2 | TA | Lvl | Gtl | 9000 | FR2 | 60.0 | Reg | 0 | 0.0 | None | NaN | 0 | 9 | 90 | RL | NAmes | 45 | 5 | 5 | Y | 0 | NaN | CompShg | Gable | Normal | 136000 | WD | 0 | Pave | 896 | 8 | AllPub | 32 | 1974 | 1974 | 2009 |
| 1451 | 1578 | 0 | 0 | NaN | 3 | 1Fam | TA | No | 0 | 0 | Unf | Unf | 0 | 0 | Gd | 1573 | Y | Norm | Norm | SBrkr | 0 | TA | CemntBd | CmentBd | Gd | NaN | Gd | 1 | PConc | 2 | Typ | 840 | 3 | TA | Fin | TA | Attchd | 2008.0 | 1578 | 0 | GasA | Ex | 1Story | 1452 | 1 | Ex | Lvl | Gtl | 9262 | Inside | 78.0 | Reg | 0 | 194.0 | Stone | NaN | 0 | 5 | 20 | RL | Somerst | 36 | 5 | 8 | Y | 0 | NaN | CompShg | Gable | Partial | 287090 | New | 0 | Pave | 1573 | 7 | AllPub | 0 | 2008 | 2009 | 2009 |
| 1452 | 1072 | 0 | 0 | NaN | 2 | TwnhsE | TA | Gd | 547 | 0 | GLQ | Unf | 1 | 0 | Gd | 0 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | NaN | NaN | 0 | PConc | 1 | Typ | 525 | 2 | TA | Fin | TA | Basment | 2005.0 | 1072 | 0 | GasA | Gd | SLvl | 1453 | 1 | TA | Lvl | Gtl | 3675 | Inside | 35.0 | Reg | 0 | 80.0 | BrkFace | NaN | 0 | 5 | 180 | RM | Edwards | 28 | 5 | 5 | Y | 0 | NaN | CompShg | Gable | Normal | 145000 | WD | 0 | Pave | 547 | 5 | AllPub | 0 | 2005 | 2005 | 2006 |
| 1453 | 1140 | 0 | 0 | NaN | 3 | 1Fam | TA | No | 0 | 0 | Unf | Unf | 0 | 0 | Gd | 1140 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | NaN | NaN | 0 | PConc | 1 | Typ | 0 | 0 | NaN | NaN | NaN | NaN | NaN | 1140 | 0 | GasA | Ex | 1Story | 1454 | 1 | TA | Lvl | Gtl | 17217 | Inside | 90.0 | Reg | 0 | 0.0 | None | NaN | 0 | 7 | 20 | RL | Mitchel | 56 | 5 | 5 | Y | 0 | NaN | CompShg | Gable | Abnorml | 84500 | WD | 0 | Pave | 1140 | 6 | AllPub | 36 | 2006 | 2006 | 2006 |
| 1454 | 1221 | 0 | 0 | Pave | 2 | 1Fam | TA | No | 410 | 0 | GLQ | Unf | 1 | 0 | Gd | 811 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | Gd | NaN | NaN | 0 | PConc | 2 | Typ | 400 | 2 | TA | RFn | TA | Attchd | 2004.0 | 1221 | 0 | GasA | Ex | 1Story | 1455 | 1 | Gd | Lvl | Gtl | 7500 | Inside | 62.0 | Reg | 0 | 0.0 | None | NaN | 0 | 10 | 20 | FV | Somerst | 113 | 5 | 7 | Y | 0 | NaN | CompShg | Gable | Normal | 185000 | WD | 0 | Pave | 1221 | 6 | AllPub | 0 | 2004 | 2005 | 2009 |
| 1455 | 953 | 694 | 0 | NaN | 3 | 1Fam | TA | No | 0 | 0 | Unf | Unf | 0 | 0 | Gd | 953 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | NaN | TA | 1 | PConc | 2 | Typ | 460 | 2 | TA | RFn | TA | Attchd | 1999.0 | 1647 | 1 | GasA | Ex | 2Story | 1456 | 1 | TA | Lvl | Gtl | 7917 | Inside | 62.0 | Reg | 0 | 0.0 | None | NaN | 0 | 8 | 60 | RL | Gilbert | 40 | 5 | 6 | Y | 0 | NaN | CompShg | Gable | Normal | 175000 | WD | 0 | Pave | 953 | 7 | AllPub | 0 | 1999 | 2000 | 2007 |
| 1456 | 2073 | 0 | 0 | NaN | 3 | 1Fam | TA | No | 790 | 163 | ALQ | Rec | 1 | 0 | Gd | 589 | Y | Norm | Norm | SBrkr | 0 | TA | Plywood | Plywood | TA | MnPrv | TA | 2 | CBlock | 2 | Min1 | 500 | 2 | TA | Unf | TA | Attchd | 1978.0 | 2073 | 0 | GasA | TA | 1Story | 1457 | 1 | TA | Lvl | Gtl | 13175 | Inside | 85.0 | Reg | 0 | 119.0 | Stone | NaN | 0 | 2 | 20 | RL | NWAmes | 0 | 6 | 6 | Y | 0 | NaN | CompShg | Gable | Normal | 210000 | WD | 0 | Pave | 1542 | 7 | AllPub | 349 | 1978 | 1988 | 2010 |
| 1457 | 1188 | 1152 | 0 | NaN | 4 | 1Fam | Gd | No | 275 | 0 | GLQ | Unf | 0 | 0 | TA | 877 | Y | Norm | Norm | SBrkr | 0 | Gd | CemntBd | CmentBd | Ex | GdPrv | Gd | 2 | Stone | 2 | Typ | 252 | 1 | TA | RFn | TA | Attchd | 1941.0 | 2340 | 0 | GasA | Ex | 2Story | 1458 | 1 | Gd | Lvl | Gtl | 9042 | Inside | 66.0 | Reg | 0 | 0.0 | None | Shed | 2500 | 5 | 70 | RL | Crawfor | 60 | 9 | 7 | Y | 0 | NaN | CompShg | Gable | Normal | 266500 | WD | 0 | Pave | 1152 | 9 | AllPub | 0 | 1941 | 2006 | 2010 |
| 1458 | 1078 | 0 | 0 | NaN | 2 | 1Fam | TA | Mn | 49 | 1029 | GLQ | Rec | 1 | 0 | TA | 0 | Y | Norm | Norm | FuseA | 112 | TA | MetalSd | MetalSd | TA | NaN | NaN | 0 | CBlock | 1 | Typ | 240 | 1 | TA | Unf | TA | Attchd | 1950.0 | 1078 | 0 | GasA | Gd | 1Story | 1459 | 1 | Gd | Lvl | Gtl | 9717 | Inside | 68.0 | Reg | 0 | 0.0 | None | NaN | 0 | 4 | 20 | RL | NAmes | 0 | 6 | 5 | Y | 0 | NaN | CompShg | Hip | Normal | 142125 | WD | 0 | Pave | 1078 | 5 | AllPub | 366 | 1950 | 1996 | 2010 |
| 1459 | 1256 | 0 | 0 | NaN | 3 | 1Fam | TA | No | 830 | 290 | BLQ | LwQ | 1 | 0 | TA | 136 | Y | Norm | Norm | SBrkr | 0 | TA | HdBoard | HdBoard | Gd | NaN | NaN | 0 | CBlock | 1 | Typ | 276 | 1 | TA | Fin | TA | Attchd | 1965.0 | 1256 | 1 | GasA | Gd | 1Story | 1460 | 1 | TA | Lvl | Gtl | 9937 | Inside | 75.0 | Reg | 0 | 0.0 | None | NaN | 0 | 6 | 20 | RL | Edwards | 68 | 6 | 5 | Y | 0 | NaN | CompShg | Gable | Normal | 147500 | WD | 0 | Pave | 1256 | 6 | AllPub | 736 | 1965 | 1965 | 2008 |